{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import gym\n",
    "import itertools\n",
    "import matplotlib\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sys\n",
    "\n",
    "if \"../\" not in sys.path:\n",
    "  sys.path.append(\"../\") \n",
    "\n",
    "from collections import defaultdict\n",
    "from lib.envs.cliff_walking import CliffWalkingEnv\n",
    "from lib import plotting\n",
    "\n",
    "matplotlib.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "env = CliffWalkingEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_epsilon_greedy_policy(Q, epsilon, nA):\n",
    "    \"\"\"\n",
    "    Creates an epsilon-greedy policy based on a given Q-function and epsilon.\n",
    "    \n",
    "    Args:\n",
    "        Q: A dictionary that maps from state -> action-values.\n",
    "            Each value is a numpy array of length nA (see below)\n",
    "        epsilon: The probability to select a random action. Float between 0 and 1.\n",
    "        nA: Number of actions in the environment.\n",
    "    \n",
    "    Returns:\n",
    "        A function that takes the observation as an argument and returns\n",
    "        the probabilities for each action in the form of a numpy array of length nA.\n",
    "    \n",
    "    \"\"\"\n",
    "    def policy_fn(observation):\n",
    "        A = np.ones(nA, dtype=float) * epsilon / nA\n",
    "        best_action = np.argmax(Q[observation])\n",
    "        A[best_action] += (1.0 - epsilon)\n",
    "        return A\n",
    "    return policy_fn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def q_learning(env, num_episodes, discount_factor=1.0, alpha=0.5, epsilon=0.1):\n",
    "    \"\"\"\n",
    "    Q-Learning algorithm: Off-policy TD control. Finds the optimal greedy policy\n",
    "    while following an epsilon-greedy policy\n",
    "    \n",
    "    Args:\n",
    "        env: OpenAI environment.\n",
    "        num_episodes: Number of episodes to run for.\n",
    "        discount_factor: Gamma discount factor.\n",
    "        alpha: TD learning rate.\n",
    "        epsilon: Chance to sample a random action. Float between 0 and 1.\n",
    "    \n",
    "    Returns:\n",
    "        A tuple (Q, episode_lengths).\n",
    "        Q is the optimal action-value function, a dictionary mapping state -> action values.\n",
    "        stats is an EpisodeStats object with two numpy arrays for episode_lengths and episode_rewards.\n",
    "    \"\"\"\n",
    "    \n",
    "    # The final action-value function.\n",
    "    # A nested dictionary that maps state -> (action -> action-value).\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "\n",
    "    # Keeps track of useful statistics\n",
    "    stats = plotting.EpisodeStats(\n",
    "        episode_lengths=np.zeros(num_episodes),\n",
    "        episode_rewards=np.zeros(num_episodes))    \n",
    "    \n",
    "    # The policy we're following\n",
    "    policy = make_epsilon_greedy_policy(Q, epsilon, env.action_space.n)\n",
    "    \n",
    "    for i_episode in range(num_episodes):\n",
    "        # Print out which episode we're on, useful for debugging.\n",
    "        if (i_episode + 1) % 100 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode + 1, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "        \n",
    "        # Implement this!\n",
    "        state = env.reset()\n",
    "        \n",
    "        #while True:\n",
    "        for t in itertools.count():\n",
    "            action_probs = policy(state)\n",
    "            action = np.random.choice(np.arange(len(action_probs)), p=action_probs)\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            best_action = np.argmax(Q[state])\n",
    "            \n",
    "                        # Update statistics\n",
    "            stats.episode_rewards[i_episode] += reward\n",
    "            stats.episode_lengths[i_episode] = t\n",
    "            \n",
    "            \n",
    "            Q[state][action] += alpha * (reward + discount_factor * Q[next_state][best_action] - Q[state][action])\n",
    "            \n",
    "            \n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "    \n",
    "    return Q, stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500/500."
     ]
    }
   ],
   "source": [
    "Q1, stats1 = q_learning(env, 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 720x360 with 1 Axes>,\n",
       " <Figure size 720x360 with 1 Axes>,\n",
       " <Figure size 720x360 with 1 Axes>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotting.plot_episode_stats(stats1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sarsa(env, num_episodes, discount_factor=1.0, alpha=0.5, epsilon=0.1):\n",
    "    \"\"\"\n",
    "    SARSA algorithm: On-policy TD control. Finds the optimal epsilon-greedy policy.\n",
    "    \n",
    "    Args:\n",
    "        env: OpenAI environment.\n",
    "        num_episodes: Number of episodes to run for.\n",
    "        discount_factor: Gamma discount factor.\n",
    "        alpha: TD learning rate.\n",
    "        epsilon: Chance the sample a random action. Float betwen 0 and 1.\n",
    "    \n",
    "    Returns:\n",
    "        A tuple (Q, stats).\n",
    "        Q is the optimal action-value function, a dictionary mapping state -> action values.\n",
    "        stats is an EpisodeStats object with two numpy arrays for episode_lengths and episode_rewards.\n",
    "    \"\"\"\n",
    "    \n",
    "    # The final action-value function.\n",
    "    # A nested dictionary that maps state -> (action -> action-value).\n",
    "    Q = defaultdict(lambda: np.zeros(env.action_space.n))\n",
    "    \n",
    "    # Keeps track of useful statistics\n",
    "    stats = plotting.EpisodeStats(\n",
    "        episode_lengths=np.zeros(num_episodes),\n",
    "        episode_rewards=np.zeros(num_episodes))\n",
    "\n",
    "    # The policy we're following\n",
    "    policy = make_epsilon_greedy_policy(Q, epsilon, env.action_space.n)\n",
    "    \n",
    "\n",
    "    for i_episode in range(num_episodes):\n",
    "        # Print out which episode we're on, useful for debugging.\n",
    "        if (i_episode + 1) % 100 == 0:\n",
    "            print(\"\\rEpisode {}/{}.\".format(i_episode + 1, num_episodes), end=\"\")\n",
    "            sys.stdout.flush()\n",
    "        \n",
    "        # First action\n",
    "        state = env.reset()\n",
    "        action_probs = policy(state)\n",
    "        action = np.random.choice(np.arange(len(action_probs)), p=action_probs)\n",
    "       \n",
    "        #while True:\n",
    "        for t in itertools.count():\n",
    "            next_state, reward, done, _ = env.step(action)\n",
    "            \n",
    "            next_action_probs = policy(next_state)         \n",
    "            next_action = np.random.choice(np.arange(len(action_probs)), p=next_action_probs)\n",
    "            \n",
    "            Q[state][action] += alpha * (reward + discount_factor * Q[next_state][next_action] - Q[state][action])\n",
    "            \n",
    "            stats.episode_rewards[i_episode] += reward\n",
    "            stats.episode_lengths[i_episode] = t\n",
    "            \n",
    "            if done:\n",
    "                break\n",
    "            state = next_state\n",
    "            action = next_action\n",
    "            \n",
    "    \n",
    "    return Q, stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500/500."
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 720x360 with 1 Axes>,\n",
       " <Figure size 720x360 with 1 Axes>,\n",
       " <Figure size 720x360 with 1 Axes>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q2, stats2 = sarsa(env, 500)\n",
    "plotting.plot_episode_stats(stats2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 720x360 with 1 Axes>,\n",
       " <Figure size 720x360 with 1 Axes>,\n",
       " <Figure size 720x360 with 1 Axes>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotting.plot_episode_stats_compare(stats1,'Q-learning',stats2,'SARSA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-12.75160819, -12.43379949, -12.4796632 , -12.62263902])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Q1[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "s0 = env.reset()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def render_evn(Q):\n",
    "    state = env.reset()\n",
    "    while True:\n",
    "        next_state, reward, done, _  = env.step(np.argmax(Q[state]))\n",
    "        env.render()\n",
    "        if done:\n",
    "            break\n",
    "        state = next_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode 500/500."
     ]
    }
   ],
   "source": [
    "Q1, stats1 = q_learning(env, 500)\n",
    "Q2, stats2 = sarsa(env, 500)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
      "o  o  o  o  o  o  o  o  o  o  o  x\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "o  o  o  o  o  o  o  o  o  o  o  x\n",
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
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      "o  o  o  o  o  o  o  o  o  o  o  x\n",
      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  C  C  C  C  C  C  C  C  C  C  x\n",
      "\n"
     ]
    }
   ],
   "source": [
    "render_evn(Q2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "x  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "\n",
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      "o  C  C  C  C  C  C  C  C  C  C  T\n",
      "\n",
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      "o  o  o  o  o  o  o  o  o  o  o  o\n",
      "o  C  C  C  C  C  C  C  C  C  C  x\n",
      "\n"
     ]
    }
   ],
   "source": [
    "render_evn(Q1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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